Live Game Predictor Using AI – Feedback Welcome

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Avatar of baseplate911

Hi everyone! ♟️
I’m a final-year student and I’ve built a live chess game result predictor that works on ongoing Lichess games. It uses an LSTM AI model to predict likely outcomes based on live moves and player ratings.

I’m sharing this to get feedback from the community, not for promotion. You can try it here:

Frontend:
Backend:
⚠️ Notes:

Works only with Lichess, as it’s the only platform providing live game data via API.
Backend is on a free tier, so it may take 2–3 minutes to wake up if idle.
You might see a {"detail":"Not Found"} message when waking it up — that’s normal.
I’d love your feedback, suggestions, or bug reports, especially regarding prediction accuracy and usability.